A Novel Approach to Clustering Activities within Sensor Smart Homes: An approach of in-home activity recognition - Couverture souple

Nguyen, Duy; Nguyen, Son

 
9783330081451: A Novel Approach to Clustering Activities within Sensor Smart Homes: An approach of in-home activity recognition
Couverture souple
ISBN 10 : 3330081457 ISBN 13 : 9783330081451
Editeur : LAP LAMBERT Academic Publishing, 2017

Synopsis

Activity clustering and recognition is an important research trend about smart home. Result clusters obtained from training process are applied in recognizing, controlling as well as forecasting activities inside a sensor smart home. Activities differ from each other at typical characteristics such as sensor sets triggered or temporal ones. In this work, we present a smart home infrastructure and propose an unsupervised approach of clustering in-home activities based on temporal characteristics. Experiment results show that the new approach creates more flexible and accurate clustering results when compared to the smart home system named AALO reported in the research work of Enamul Hoque et al. Besides, in this work it is proven that clustering results affects significantly to the outcome of next-activity forecasting process via experimental comparison results.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Activity clustering and recognition is an important research trend about smart home. Result clusters obtained from training process are applied in recognizing, controlling as well as forecasting activities inside a sensor smart home. Activities differ from each other at typical characteristics such as sensor sets triggered or temporal ones. In this work, we present a smart home infrastructure and propose an unsupervised approach of clustering in-home activities based on temporal characteristics. Experiment results show that the new approach creates more flexible and accurate clustering results when compared to the smart home system named AALO reported in the research work of Enamul Hoque et al. Besides, in this work it is proven that clustering results affects significantly to the outcome of next-activity forecasting process via experimental comparison results.

Biographie de l'auteur

Duy Nguyen was born and raised in Binh Duong Province, Vietnam. Having got Bachelor degree in IT at the University of Technical Education in 2006. Graduated as Master of Information Technology at UIT, the National University of Vietnam. He currently works as a lecturer at the Faculty of Information Technology, Binh Duong University, Vietnam.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2017
Langue
anglais
ISBN 10 
3330081457
ISBN 13 
9783330081451
Reliure
Broché
Nombre de pages
52
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Allemagne